DBC-Zorgproducten per jaar, specialisme, diagnose

Dataset statistics

Number of variables	14
Number of observations	256782
Missing cells	40320
Missing cells (%)	1.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	27.4 MiB
Average record size in memory	112.0 B

Variable types

NUM	9
CAT	3
BOOL	1
DATE	1

Warnings

`VERSIE` has constant value "256782"	Constant
`DATUM_BESTAND` has constant value "256782"	Constant
`PEILDATUM` has constant value "256782"	Constant
`TYPERENDE_DIAGNOSE_CD` has a high cardinality: 1766 distinct values	High cardinality
`AANTAL_SUBTRAJECT_PER_ZPD` is highly correlated with `AANTAL_PAT_PER_ZPD`	High correlation
`AANTAL_PAT_PER_ZPD` is highly correlated with `AANTAL_SUBTRAJECT_PER_ZPD`	High correlation
`AANTAL_SUBTRAJECT_PER_DIAG` is highly correlated with `AANTAL_PAT_PER_DIAG`	High correlation
`AANTAL_PAT_PER_DIAG` is highly correlated with `AANTAL_SUBTRAJECT_PER_DIAG`	High correlation
`AANTAL_SUBTRAJECT_PER_SPC` is highly correlated with `AANTAL_PAT_PER_SPC`	High correlation
`AANTAL_PAT_PER_SPC` is highly correlated with `AANTAL_SUBTRAJECT_PER_SPC`	High correlation
`GEMIDDELDE_VERKOOPPRIJS` has 40320 (15.7%) missing values	Missing
`AANTAL_SUBTRAJECT_PER_ZPD` is highly skewed (γ1 = 21.28466669)	Skewed

Reproduction

Analysis started	2020-10-25 20:13:08.808320
Analysis finished	2020-10-25 20:13:38.764423
Duration	29.96 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

VERSIE
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

1	256782

Common Values
Chart

Value	Count	Frequency (%)
1	256782	100.0%

DATUM_BESTAND
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

2020-10-11	256782

Frequencies
Length

Value	Count	Frequency (%)
2020-10-11	256782	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

PEILDATUM
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

2020-10-01	256782

Frequencies
Length

Value	Count	Frequency (%)
2020-10-01	256782	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

JAAR
Date

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

Minimum	2012-01-01 00:00:00
Maximum	2020-01-01 00:00:00

Histogram

Histogram with fixed size bins (bins=9)

BEHANDELEND_SPECIALISME_CD
Real number (ℝ_≥0)

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	421.9037316
Minimum	301
Maximum	8418
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	301
5-th percentile	302
Q1	305
median	313
Q3	322
95-th percentile	335
Maximum	8418
Range	8117
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	921.5860959
Coefficient of variation (CV)	2.184351611
Kurtosis	71.13989567
Mean	421.9037316
Median Absolute Deviation (MAD)	8
Skewness	8.545382675
Sum	108337284
Variance	849320.9321
Monotocity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
305	36318	14.1%
313	33317	13.0%
303	29478	11.5%
330	20570	8.0%
316	17550	6.8%
308	13193	5.1%
306	10716	4.2%
324	10684	4.2%
301	10404	4.1%
304	8391	3.3%
Other values (17)	66161	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
301	10404	4.1%
302	5585	2.2%
303	29478	11.5%
304	8391	3.3%
305	36318	14.1%

Value	Count	Frequency (%)
8418	3359	1.3%
1900	168	0.1%
390	663	0.3%
389	2777	1.1%
362	3890	1.5%

TYPERENDE_DIAGNOSE_CD
Categorical

HIGH CARDINALITY

Distinct	1766
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.0 MiB

101	1074
402	1052
301	1025
403	1021
203	966
Other values (1761)	251644

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
101	1074	0.4%
402	1052	0.4%
301	1025	0.4%
403	1021	0.4%
203	966	0.4%
201	959	0.4%
401	862	0.3%
404	850	0.3%
802	841	0.3%
409	833	0.3%
Other values (1756)	247299	96.3%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.349814239
Min length	2

ZORGPRODUCT_CD
Real number (ℝ_≥0)

Distinct	5891
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	440748534.1
Minimum	10501002
Maximum	998418081
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	10501002
5-th percentile	28999036
Q1	99799032
median	149599026
Q3	990004004
95-th percentile	990416049.9
Maximum	998418081
Range	987917079
Interquartile range (IQR)	890204972

Descriptive statistics

Standard deviation	429110698.5
Coefficient of variation (CV)	0.9735952937
Kurtosis	-1.737371851
Mean	440748534.1
Median Absolute Deviation (MAD)	119600023
Skewness	0.4676016897
Sum	1.131762901e+14
Variance	1.841359916e+17
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
990004009	1893	0.7%
990004007	1859	0.7%
990003004	1820	0.7%
990004006	1477	0.6%
990356076	1326	0.5%
990356073	1227	0.5%
990003007	1177	0.5%
131999228	1136	0.4%
131999164	1122	0.4%
199299013	1073	0.4%
Other values (5881)	242672	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10501002	6	< 0.1%
10501003	9	< 0.1%
10501004	9	< 0.1%
10501005	9	< 0.1%
10501007	3	< 0.1%

Value	Count	Frequency (%)
998418081	123	< 0.1%
998418080	105	< 0.1%
998418079	29	< 0.1%
998418077	6	< 0.1%
998418076	6	< 0.1%

AANTAL_PAT_PER_ZPD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8772
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	497.7230764
Minimum	1
Maximum	154283
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	13
Q3	100
95-th percentile	1675
Maximum	154283
Range	154282
Interquartile range (IQR)	97

Descriptive statistics

Standard deviation	3099.267383
Coefficient of variation (CV)	6.226891077
Kurtosis	399.6134163
Mean	497.7230764
Median Absolute Deviation (MAD)	12
Skewness	16.68000941
Sum	127806327
Variance	9605458.312
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	42622	16.6%
2	20949	8.2%
3	13582	5.3%
4	10163	4.0%
5	7827	3.0%
6	6544	2.5%
7	5471	2.1%
8	4632	1.8%
9	4272	1.7%
10	3724	1.5%
Other values (8762)	136996	53.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	42622	16.6%
2	20949	8.2%
3	13582	5.3%
4	10163	4.0%
5	7827	3.0%

Value	Count	Frequency (%)
154283	1	< 0.1%
153907	1	< 0.1%
151429	1	< 0.1%
144723	1	< 0.1%
113196	1	< 0.1%

AANTAL_SUBTRAJECT_PER_ZPD
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	9409
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	580.6849273
Minimum	1
Maximum	239907
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	14
Q3	108
95-th percentile	1886
Maximum	239907
Range	239906
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	3917.510279
Coefficient of variation (CV)	6.746361227
Kurtosis	725.1548283
Mean	580.6849273
Median Absolute Deviation (MAD)	13
Skewness	21.28466669
Sum	149109437
Variance	15346886.78
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	41151	16.0%
2	20600	8.0%
3	13438	5.2%
4	10006	3.9%
5	7746	3.0%
6	6531	2.5%
7	5472	2.1%
8	4585	1.8%
9	4184	1.6%
10	3771	1.5%
Other values (9399)	139298	54.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	41151	16.0%
2	20600	8.0%
3	13438	5.2%
4	10006	3.9%
5	7746	3.0%

Value	Count	Frequency (%)
239907	1	< 0.1%
232484	1	< 0.1%
231318	1	< 0.1%
227664	1	< 0.1%
221364	1	< 0.1%

AANTAL_PAT_PER_DIAG
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7695
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7519.273189
Minimum	1
Maximum	211638
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	1
5-th percentile	41
Q1	393
median	1655
Q3	6171
95-th percentile	36005
Maximum	211638
Range	211637
Interquartile range (IQR)	5778

Descriptive statistics

Standard deviation	17551.14893
Coefficient of variation (CV)	2.334154976
Kurtosis	33.53386049
Mean	7519.273189
Median Absolute Deviation (MAD)	1506
Skewness	5.052410862
Sum	1930814008
Variance	308042828.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	452	0.2%
26	385	0.1%
11	378	0.1%
25	369	0.1%
37	368	0.1%
19	362	0.1%
6	359	0.1%
14	358	0.1%
20	358	0.1%
17	357	0.1%
Other values (7685)	253036	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	285	0.1%
2	310	0.1%
3	291	0.1%
4	337	0.1%
5	285	0.1%

Value	Count	Frequency (%)
211638	25	< 0.1%
211089	23	< 0.1%
209864	19	< 0.1%
206394	17	< 0.1%
203709	17	< 0.1%

AANTAL_SUBTRAJECT_PER_DIAG
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8509
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10571.53519
Minimum	1
Maximum	344226
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	1
5-th percentile	50
Q1	508
median	2257
Q3	8644
95-th percentile	50725
Maximum	344226
Range	344225
Interquartile range (IQR)	8136

Descriptive statistics

Standard deviation	25534.33712
Coefficient of variation (CV)	2.415385908
Kurtosis	37.938778
Mean	10571.53519
Median Absolute Deviation (MAD)	2070
Skewness	5.338831566
Sum	2714579949
Variance	652002372.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	330	0.1%
24	329	0.1%
82	325	0.1%
11	323	0.1%
39	317	0.1%
25	311	0.1%
13	306	0.1%
20	295	0.1%
6	294	0.1%
31	293	0.1%
Other values (8499)	253659	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	235	0.1%
2	258	0.1%
3	260	0.1%
4	261	0.1%
5	264	0.1%

Value	Count	Frequency (%)
344226	25	< 0.1%
340616	19	< 0.1%
334458	23	< 0.1%
323774	20	< 0.1%
302856	17	< 0.1%

AANTAL_PAT_PER_SPC
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	242
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	658474.8873
Minimum	488
Maximum	1489520
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	488
5-th percentile	43687
Q1	248773
median	747052
Q3	1006376
95-th percentile	1345302
Maximum	1489520
Range	1489032
Interquartile range (IQR)	757603

Descriptive statistics

Standard deviation	423038.6495
Coefficient of variation (CV)	0.6424522145
Kurtosis	-1.169335434
Mean	658474.8873
Median Absolute Deviation (MAD)	322609
Skewness	0.07813893512
Sum	1.690844985e+11
Variance	1.78961699e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
880969	5102	2.0%
874276	4355	1.7%
844000	4348	1.7%
892885	4332	1.7%
872989	4269	1.7%
825506	4125	1.6%
1084292	3891	1.5%
1063992	3851	1.5%
1076299	3846	1.5%
1039023	3810	1.5%
Other values (232)	214853	83.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
488	51	< 0.1%
1294	120	< 0.1%
1949	131	0.1%
2584	173	0.1%
5662	15	< 0.1%

Value	Count	Frequency (%)
1489520	2976	1.2%
1450641	3054	1.2%
1421880	3564	1.4%
1345302	3543	1.4%
1333146	3547	1.4%

AANTAL_SUBTRAJECT_PER_SPC
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	242
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1039156.657
Minimum	510
Maximum	2578269
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	510
5-th percentile	47358
Q1	355194
median	989615
Q3	1729145
95-th percentile	2389572
Maximum	2578269
Range	2577759
Interquartile range (IQR)	1373951

Descriptive statistics

Standard deviation	729408.9524
Coefficient of variation (CV)	0.7019239571
Kurtosis	-0.9481651724
Mean	1039156.657
Median Absolute Deviation (MAD)	663885
Skewness	0.3372764253
Sum	2.668367246e+11
Variance	5.320374198e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1211808	5102	2.0%
1281564	4355	1.7%
1216288	4348	1.7%
1312623	4332	1.7%
1286264	4269	1.7%
1209908	4125	1.6%
2557655	3891	1.5%
2489689	3851	1.5%
2578269	3846	1.5%
2066523	3810	1.5%
Other values (232)	214853	83.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
510	51	< 0.1%
1494	120	< 0.1%
2231	131	0.1%
2924	173	0.1%
5711	15	< 0.1%

Value	Count	Frequency (%)
2578269	3846	1.5%
2557655	3891	1.5%
2489689	3851	1.5%
2389572	3777	1.5%
2184851	3757	1.5%

GEMIDDELDE_VERKOOPPRIJS
Real number (ℝ_≥0)

MISSING

Distinct	3133
Distinct (%)	1.4%
Missing	40320
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%

Mean	3480.855162
Minimum	70
Maximum	287220
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 MiB

Quantile statistics

Minimum	70
5-th percentile	140
Q1	460
median	1215
Q3	3980
95-th percentile	13220
Maximum	287220
Range	287150
Interquartile range (IQR)	3520

Descriptive statistics

Standard deviation	6565.924627
Coefficient of variation (CV)	1.886296419
Kurtosis	174.3252164
Mean	3480.855162
Median Absolute Deviation (MAD)	990
Skewness	7.96652267
Sum	753472870
Variance	43111366.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	1830	0.7%
160	1780	0.7%
110	1461	0.6%
180	1361	0.5%
185	1268	0.5%
145	1260	0.5%
300	1240	0.5%
140	1203	0.5%
165	1181	0.5%
500	1148	0.4%
Other values (3123)	202730	79.0%
(Missing)	40320	15.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
70	226	0.1%
75	75	< 0.1%
80	361	0.1%
85	909	0.4%
90	502	0.2%

Value	Count	Frequency (%)
287220	8	< 0.1%
148910	3	< 0.1%
142850	4	< 0.1%
122155	4	< 0.1%
116765	3	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	VERSIE	DATUM_BESTAND	PEILDATUM	JAAR	BEHANDELEND_SPECIALISME_CD	TYPERENDE_DIAGNOSE_CD	ZORGPRODUCT_CD	AANTAL_PAT_PER_ZPD	AANTAL_SUBTRAJECT_PER_ZPD	AANTAL_PAT_PER_DIAG	AANTAL_SUBTRAJECT_PER_DIAG	AANTAL_PAT_PER_SPC	AANTAL_SUBTRAJECT_PER_SPC	GEMIDDELDE_VERKOOPPRIJS
0	1.0	2020-10-11	2020-10-01	2016-01-01	301	557	70401002	15	15	44291	56007	1191136	1910144	1425.0
1	1.0	2020-10-11	2020-10-01	2016-01-01	301	554	70401002	12596	14295	200174	288400	1191136	1910144	1425.0
2	1.0	2020-10-11	2020-10-01	2016-01-01	301	559	70401002	58	60	4445	5485	1191136	1910144	1425.0
3	1.0	2020-10-11	2020-10-01	2016-01-01	301	554	70401003	97	98	200174	288400	1191136	1910144	625.0
4	1.0	2020-10-11	2020-10-01	2016-01-01	301	559	70401003	6	6	4445	5485	1191136	1910144	625.0
5	1.0	2020-10-11	2020-10-01	2016-01-01	301	557	70401003	10	10	44291	56007	1191136	1910144	625.0
6	1.0	2020-10-11	2020-10-01	2016-01-01	301	559	70401004	10	10	4445	5485	1191136	1910144	NaN
7	1.0	2020-10-11	2020-10-01	2016-01-01	301	557	70401004	4	4	44291	56007	1191136	1910144	NaN
8	1.0	2020-10-11	2020-10-01	2016-01-01	301	554	70401004	69	70	200174	288400	1191136	1910144	NaN
9	1.0	2020-10-11	2020-10-01	2016-01-01	301	554	70401006	2	2	200174	288400	1191136	1910144	NaN

Last rows

	VERSIE	DATUM_BESTAND	PEILDATUM	JAAR	BEHANDELEND_SPECIALISME_CD	TYPERENDE_DIAGNOSE_CD	ZORGPRODUCT_CD	AANTAL_PAT_PER_ZPD	AANTAL_SUBTRAJECT_PER_ZPD	AANTAL_PAT_PER_DIAG	AANTAL_SUBTRAJECT_PER_DIAG	AANTAL_PAT_PER_SPC	AANTAL_SUBTRAJECT_PER_SPC	GEMIDDELDE_VERKOOPPRIJS
256772	1.0	2020-10-11	2020-10-01	2018-01-01	316	3504	991630064	4	5	17	22	445889	758280	NaN
256773	1.0	2020-10-11	2020-10-01	2018-01-01	316	3504	991630065	10	11	17	22	445889	758280	205.0
256774	1.0	2020-10-11	2020-10-01	2018-01-01	316	3518	991630069	1	1	1787	2573	445889	758280	NaN
256775	1.0	2020-10-11	2020-10-01	2018-01-01	316	3520	991630069	1	1	3378	5109	445889	758280	NaN
256776	1.0	2020-10-11	2020-10-01	2018-01-01	316	3520	991630070	15	16	3378	5109	445889	758280	2660.0
256777	1.0	2020-10-11	2020-10-01	2018-01-01	316	3518	991630070	1	1	1787	2573	445889	758280	2660.0
256778	1.0	2020-10-11	2020-10-01	2018-01-01	316	3517	991630070	1	1	1082	1552	445889	758280	2660.0
256779	1.0	2020-10-11	2020-10-01	2018-01-01	316	3522	991630070	1	1	1351	1871	445889	758280	2660.0
256780	1.0	2020-10-11	2020-10-01	2018-01-01	316	7610	991630070	1	1	114	149	445889	758280	2660.0
256781	1.0	2020-10-11	2020-10-01	2018-01-01	316	3521	991630070	1	1	287	372	445889	758280	2660.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows